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Monitoring the Evolution of Behavioural Embeddings in Social Media Recommendation
Abstract
SIGIR Symposium on IR in Practice paper presentation on how behavioural embeddings drift in a production short-video feed. Diagnosed silent quality regressions that offline retrieval metrics do not catch, and introduced embedding-space monitoring that tracks neighbourhood stability, drift against a reference snapshot, and coverage across cold-start cohorts.